artificial-intelligence.md

Artificial Intelligence Specializations

Artificial Intelligence Algorithms

(10 specializations)

#	Specialization	Course Name	Hrs
01	AI Product Management Specialization by Duke University	Machine Learning Foundations for Product Managers	20
		Managing Machine Learning Projects	20
		Human Factors in AI	20
02	Introduction to Logic and Critical Thinking Specialization by Duke University	Think Again I: How to Understand Arguments	25
		Think Again II: How to Reason Deductively	15
		Think Again III: How to Reason Inductively	25
		Think Again IV: How to Avoid Fallacies	20
03	Intel AI Fundamentals Specialization by Intel	AI Essentials	5
		The Intel AI Value	5
		Intel AI Win Recipes	5
04	Select Topics in Python Specialization by Codio	Select Topics in Python: Packaging	10
		Select Topics in Python: Django	10
		Select Topics in Python: Matplotlib	10
		Select Topics in Python: Natural Language Processing	10
05	AI in Healthcare Specialization by Stanford University	Introduction to Healthcare	15
		Introduction to Clinical Data	15
		Fundamentals of Machine Learning for Healthcare	15
		Evaluations of AI Applications in Healthcare	15
		AI in Healthcare Capstone	10
06	AI for Scientific Research Specialization by LearnQuest	Introduction to Data Science and scikit-learn in Python	15
		Machine Learning Models in Science	15
		Neural Networks and Random Forests	10
		Capstone Project: Advanced AI for Drug Discovery	15
07	Ethics in the Age of AI Specialization by LearnQuest	Artificial Intelligence Algorithms Models and Limitations	10
		Artificial Intelligence Data Fairness and Bias	10
		Artificial Intelligence Privacy and Convenience	10
		Artificial Intelligence Ethics in Action	10
08	Machine Learning for Supply Chains Specialization by LearnQuest	Fundamentals of Machine Learning for Supply Chain	15
		Demand Forecasting Using Time Series	10
		Advanced AI Techniques for the Supply Chain	25
		Capstone Project: Predicting Safety Stock	10
09	Internet of Things and AI Cloud Specialization by University of California San Diego	Internet of Things: How did we get here?	20
		Internet of Things V2: DragonBoard™ bring up and community ecosystem	20
		Internet of Things V2: Setting up and Using Cloud Services	10
		Internet of Things: Communication Technologies	5
		Internet of Things: Multimedia Technologies	5
		Internet of Things Capstone V2: Build a Mobile Surveillance System	5
10	Mind and Machine Specialization by University of Colorado Boulder	What is the mind and what is artificial intelligence?	10
		Methods for Solving Problems	10
		Computational Vision	10
		Interpersonal, Developmental, and Evolutionary Perspectives of the Mind	15

Machine Learning and Data Mining

(10 specializations)

#	Specialization	Course Name	Hrs
01	Mathematics for Machine Learning Specialization by Imperial College London	Mathematics for Machine Learning: Linear Algebra	20
		Mathematics for Machine Learning: Multivariate Calculus	20
		Mathematics for Machine Learning: PCA	20
02	Statistics with Python Specialization by University of Michigan	Understanding and Visualizing Data with Python	20
		Inferential Statistical Analysis with Python	20
		Fitting Statistical Models to Data with Python	15
03	Machine Learning Specialization by University of Washington	Machine Learning Foundations: A Case Study Approach	15
		Machine Learning: Regression	20
		Machine Learning: Classification	20
		Machine Learning: Clustering & Retrieval	15
04	Data Science Fundamentals Specialization by University of California Irvine	Intro to Analytic Thinking, Data Science, and Data Mining	10
		Predictive Modeling, Model Fitting, and Regression Analysis	5
		Cluster Analysis, Association Mining, and Model Evaluation	5
		Natural Language Processing and Capstone Assignment	5
05	Applied Data Science with Python Specialization by University of Michigan	Introduction to Data Science in Python	15
		Applied Plotting, Charting & Data Representation in Python	25
		Applied Machine Learning in Python	35
		Applied Text Mining in Python	30
		Applied Social Network Analysis in Python	30
06	by University of London	Machine Learning for All	25
		Foundations of Data Science: K-Means Clustering in Python	35
07	Machine Learning: Algorithms in the Real World Specialization by Alberta Machine Intelligence Institute	Introduction to Applied Machine Learning	10
		Machine Learning Algorithms: Supervised Learning Tip to Tail	10
		Data for Machine Learning	15
		Optimizing Machine Learning Model Performance	15
08	Recommender Systems Specialization by University of Minnesota	Introduction to Recommender Systems: Non-Personalized and Content-Based	25
		Nearest Neighbor Collaborative Filtering	15
		Recommender Systems: Evaluation and Metrics	10
		Matrix Factorization and Advanced Techniques	15
		Recommender Systems Capstone	5
09	Sports Performance Analytics Specialization by University of Michigan	Foundations of Sports Analytics: Data, Representation, and Models in Sports	50
		Moneyball and Beyond	30
		Prediction Models with Sports Data	35
		Wearable Technologies and Sports Analytics	30
		Introduction to Machine Learning in Sports Analytics	15
10	Geographic Information Systems (GIS) Specialization by University of California Davis	Fundamentals of GIS	30
		GIS Data Formats, Design and Quality	30
		Geospatial and Environmental Analysis	15
		Imagery, Automation, and Applications	30
		Geospatial Analysis Project	65

Neural Networks and Deep Learning

(4 specializations)

#	Specialization	Course Name	Hrs
01	by Duke University	Introduction to Machine Learning	30
02	Deep Learning for Healthcare Specialization by University of Illinois at Urbana-Champaign	Health Data Science Foundation	25
		Deep Learning Methods for Healthcare	25
		Advanced Deep Learning Methods for Healthcare	20
03	Machine Learning: Theory and Hands-on Practice with Python Specialization by University of Colorado Boulder	Introduction to Machine Learning: Supervised Learning	40
		Unsupervised Algorithms in Machine Learning	40
		Introduction to Deep Learning	60
04	MLOps | Machine Learning Operations Specialization by Duke University	Python Essentials for MLOps	25
		DevOps, DataOps, MLOps	45
		MLOps Platforms: Amazon SageMaker and Azure ML	15
		MLOps Tools: MLflow and Hugging Face	15

Intelligent Automation

(6 specializations)

#	Specialization	Course Name	Hrs
01	Robotic Process Automation (RPA) Specialization by UiPath	RPA Basics and Introduction to UiPath	10
		Data Manipulation in RPA	10
		UI Automation and Selectors	10
		Control Flow in RPA	10
		Automation Techniques in RPA	10
		UiPath Orchestrator and Capstone Projects	10
02	Prompt Engineering Specialization by Vanderbilt University	Prompt Engineering for ChatGPT	20
		ChatGPT Advanced Data Analysis	10
		Trustworthy Generative AI	10
03	Getting Started with Generative AI API Specialization by Codio	Getting Started with Generative AI APIs	10
		Images with DALL-E	10
		Generating code with ChatGPT API	10
04	AI Engineering Specialization by Scrimba	Intro to AI Engineering	2
		Open-source AI Models	2
		Learn Embeddings and Vector Databases	2
		Learn AI Agents	2
		Learn OpenAI's Assistant API	2
		Build AI Apps with LangChain.js	2
05	by Vanderbilt University	GPT Vision: Seeing the World through Generative AI	2
		Generative AI Primer	1
		Innovative Teaching with ChatGPT	2
06	by University of Colorado Boulder	Introduction to Generative AI	10
	by Fractal Analytics	GenAI for Everyone	10
	by Scrimba	Build AI Apps with ChatGPT, Dall-E, and GPT-4	5
	by Arizona State University	AI Foundations: Prompt Engineering with ChatGPT	10
	by University of Glasgow	Generative Pre-trained Transformers (GPT)	15

Image Processing and Computer Vision

(14 specializations)

#	Specialization	Course Name	Hrs
01	TensorFlow 2 for Deep Learning Specialization by Imperial College London	Getting started with TensorFlow 2	30
		Customising your models with TensorFlow 2	30
		Probabilistic Deep Learning with TensorFlow 2	60
02	Digital Signal Processing Specialization by ecole polytechnique federale de lausanne	Digital Signal Processing 1: Basic Concepts and Algorithms	30
		Digital Signal Processing 2: Filtering	20
		Digital Signal Processing 3: Analog vs Digital	20
		Digital Signal Processing 4: Applications	15
03	by Korea Advanced Institute of Science and Technology	Differential Equations Part I Basic Theory	15
		Differential Equations Part II Series Solutions	15
		Differential Equations Part III Systems of Equations	10
04	by Wesleyan University	Introduction to Complex Analysis	30
05	by The Chinese University of Hong Kong	Information Theory	35
06	by Northwestern University	Fundamentals of Digital Image and Video Processing	35
07	by Universitat Pompeu Fabra of Barcelona	Audio Signal Processing for Music Applications	55
08	by Duke University	Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital	20
09	Image Processing for Engineering and Science Specialization by MathWorks	Introduction to Image Processing	15
		Image Segmentation, Filtering, and Region Analysis	15
		Automating Image Processing	15
10	Computer Vision for Engineering and Science Specialization by MathWorks	Introduction to Computer Vision	10
		Machine Learning for Computer Vision	10
		Object Tracking and Motion Detection with Computer Vision	15
11	MATLAB Programming for Engineers and Scientists Specialization by Vanderbilt University	Introduction to Programming with MATLAB	40
		Mastering Programming with MATLAB	60
		Introduction to Data, Signal, and Image Analysis with MATLAB	25
12	by University of Colorado Boulder	Deep Learning Applications for Computer Vision	25
13	by Edge Impulse	Introduction to Embedded Machine Learning	20
		Computer Vision with Embedded Machine Learning	35
14	First Principles of Computer Vision Specialization by Columbia University	Camera and Imaging	15
		Features and Boundaries	10
		3D Reconstruction - Single Viewpoint	15
		3D Reconstruction - Multiple Viewpoints	10
		Visual Perception	10

Natural Language Processing and Text Mining

(7 specializations)

#	Specialization	Course Name	Hrs
01	IBM Machine Learning Professional Certificate by IBM	Exploratory Data Analysis for Machine Learning	10
		Supervised Learning: Regression	15
		Supervised Learning: Classification	15
		Unsupervised Learning	10
		Deep Learning and Reinforcement Learning	15
		Specialized Models: Time Series and Survival Analysis	15
02	by University of Illinois at Urbana-Champaign	Data Analytics Foundations for Accountancy I	70
		Data Analytics Foundations for Accountancy II	70
03	Data Mining Specialization by University of Illinois at Urbana-Champaign	Data Visualization	15
		Text Retrieval and Search Engines	35
		Text Mining and Analytics	35
		Pattern Discovery in Data Mining	15
		Cluster Analysis in Data Mining	15
		Data Mining Project	15
04	Data Mining Foundations and Practice Specialization by University of Colorado Boulder	Data Mining Pipeline	25
		Data Mining Methods	25
		Data Mining Project	40
05	Probabilistic Graphical Models Specialization by Stanford University	Probabilistic Graphical Models 1: Representation	70
		Probabilistic Graphical Models 2: Inference	40
		Probabilistic Graphical Models 3: Learning	70
06	IBM Introduction to Machine Learning Specialization by IBM	Exploratory Data Analysis for Machine Learning	10
		Supervised Learning: Regression	15
		Supervised Learning: Classification	15
		Unsupervised Learning	10
07	IBM AI Engineering Professional Certificate by IBM	Machine Learning with Python	25
		Scalable Machine Learning on Big Data using Apache Spark	5
		Introduction to Deep Learning & Neural Networks with Keras	10
		Deep Neural Networks with PyTorch	20
		Building Deep Learning Models with TensorFlow	15
		AI Capstone Project with Deep Learning	10